{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#第一类勒索病毒恶意软件EDA\n",
    "#特点：在数据中找到体现，注册表、读写文件，以及加密函数（频次不高），调用api top10\n",
    "import pandas as pd\n",
    "data_df1=pd.read_csv('label1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file_id</th>\n",
       "      <th>label</th>\n",
       "      <th>api</th>\n",
       "      <th>tid</th>\n",
       "      <th>return_value</th>\n",
       "      <th>index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>503</td>\n",
       "      <td>1</td>\n",
       "      <td>InternetOpenA</td>\n",
       "      <td>2700</td>\n",
       "      <td>13369348</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>503</td>\n",
       "      <td>1</td>\n",
       "      <td>InternetOpenUrlA</td>\n",
       "      <td>2700</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>503</td>\n",
       "      <td>1</td>\n",
       "      <td>InternetCloseHandle</td>\n",
       "      <td>2700</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>503</td>\n",
       "      <td>1</td>\n",
       "      <td>InternetCloseHandle</td>\n",
       "      <td>2700</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>503</td>\n",
       "      <td>1</td>\n",
       "      <td>OpenSCManagerA</td>\n",
       "      <td>2700</td>\n",
       "      <td>12248408</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   file_id  label                  api   tid  return_value  index\n",
       "0      503      1        InternetOpenA  2700      13369348      0\n",
       "1      503      1     InternetOpenUrlA  2700             0      1\n",
       "2      503      1  InternetCloseHandle  2700             1      2\n",
       "3      503      1  InternetCloseHandle  2700             0      3\n",
       "4      503      1       OpenSCManagerA  2700      12248408      4"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "api=data_df1['api'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RegQueryValueExW                  175638\n",
       "NtClose                           144504\n",
       "LdrGetProcedureAddress            132036\n",
       "NtReadFile                         72638\n",
       "RegOpenKeyExW                      56280\n",
       "RegCloseKey                        56060\n",
       "SetFilePointerEx                   47312\n",
       "NtWriteFile                        39918\n",
       "NtAllocateVirtualMemory            39273\n",
       "GetSystemMetrics                   33397\n",
       "LdrLoadDll                         30721\n",
       "NtQuerySystemInformation           30255\n",
       "LdrGetDllHandle                    26946\n",
       "NtQueryDirectoryFile               25928\n",
       "NtQueryValueKey                    25384\n",
       "NtQueryInformationFile             21472\n",
       "GetFileAttributesW                 21162\n",
       "RegQueryValueExA                   18969\n",
       "NtCreateFile                       18657\n",
       "NtOpenKey                          18391\n",
       "GetNativeSystemInfo                15090\n",
       "LoadResource                       13250\n",
       "NtDelayExecution                   12996\n",
       "FindResourceExW                    12598\n",
       "FindFirstFileExW                   12566\n",
       "socket                             11686\n",
       "__exception__                      10583\n",
       "NtDeviceIoControlFile              10474\n",
       "NtFreeVirtualMemory                10331\n",
       "LdrUnloadDll                        9910\n",
       "                                   ...  \n",
       "NtTerminateThread                     10\n",
       "bind                                  10\n",
       "CreateJobObjectW                       9\n",
       "AssignProcessToJobObject               9\n",
       "SetInformationJobObject                9\n",
       "HttpOpenRequestW                       8\n",
       "InternetConnectW                       8\n",
       "InternetCrackUrlW                      8\n",
       "HttpSendRequestW                       7\n",
       "getsockname                            7\n",
       "InternetGetConnectedState              7\n",
       "RtlAddVectoredExceptionHandler         7\n",
       "InternetSetStatusCallback              7\n",
       "SetWindowsHookExA                      7\n",
       "CryptExportKey                         7\n",
       "NtReadVirtualMemory                    6\n",
       "GetFileInformationByHandle             6\n",
       "GetKeyboardState                       5\n",
       "ObtainUserAgentString                  5\n",
       "Module32FirstW                         4\n",
       "WSASocketW                             3\n",
       "RtlDecompressBuffer                    3\n",
       "CoCreateInstanceEx                     3\n",
       "setsockopt                             3\n",
       "GetDiskFreeSpaceW                      2\n",
       "GetUserNameExW                         2\n",
       "GetUserNameA                           2\n",
       "IWbemServices_ExecQuery                1\n",
       "CryptGenKey                            1\n",
       "WriteConsoleA                          1\n",
       "Name: api, Length: 210, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "api"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#所有文件中top api调用数量\n",
    "#柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(16,9))\n",
    "sns.barplot(api.index[0:10],api.values[0:10],alpha=0.8)\n",
    "plt.xlabel(\"classes\",fontsize = 12)\n",
    "plt.ylabel(\"number\",fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "every_file=data_df1.groupby('file_id')['api'].count().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "file_id\n",
       "5778      143664\n",
       "28987     108896\n",
       "85320      28776\n",
       "25384      26687\n",
       "49922      25499\n",
       "77152      24996\n",
       "6441       24597\n",
       "12271      24464\n",
       "47180      22873\n",
       "78463      22856\n",
       "94971      22846\n",
       "76048      22845\n",
       "79833      22824\n",
       "52001      22818\n",
       "86897      22333\n",
       "80600      22174\n",
       "73965      22169\n",
       "110238     22116\n",
       "90649      21558\n",
       "105874     21461\n",
       "75701      21265\n",
       "42056      20939\n",
       "110372     20845\n",
       "15746      20685\n",
       "110034     20425\n",
       "6575       20424\n",
       "111789     20424\n",
       "14933      20004\n",
       "96942      20004\n",
       "47160      20004\n",
       "           ...  \n",
       "76049        308\n",
       "78685        308\n",
       "73966        308\n",
       "30125        292\n",
       "30231        292\n",
       "6218         292\n",
       "66663        292\n",
       "106653       292\n",
       "52259        292\n",
       "28900        292\n",
       "79473        231\n",
       "36933        219\n",
       "91471        219\n",
       "83552        219\n",
       "53438        219\n",
       "103125        96\n",
       "84139         77\n",
       "106382        77\n",
       "100211        77\n",
       "95321         77\n",
       "78656         73\n",
       "83437         73\n",
       "68958         73\n",
       "9710          73\n",
       "7714          73\n",
       "42616         73\n",
       "34945         73\n",
       "30463         73\n",
       "503           73\n",
       "76766         24\n",
       "Name: api, Length: 287, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "every_file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "index=[]\n",
    "for i in range(len(every_file)):\n",
    "    index.append(i)\n",
    "index=numpy.array(index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#每个文件调用api数量分布图，每个文件之间对比\n",
    "#柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy\n",
    "\n",
    "plt.figure(figsize=(16,9))\n",
    "sns.barplot(index[0:100],every_file.values[0:100],alpha=0.8)\n",
    "plt.xlabel(\"classes\",fontsize = 12)\n",
    "plt.ylabel(\"number\",fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/admin/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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u0/VNnXpUdaY2Fzs/M+Hcr0laLumIpI9PW5TZA2bWYGYNHR0d0zXBZfjJ0XYVhoO6pb7yqrxeZXFE99+6Wr/+i2tVHA3pH147o7b+0avy2gAAAAD8IZuA2yxp5aTHKyS1ztTGzEKSyiR1z7LsnOt0zqUkPSXpP0xXlHPuEefcdufc9pqamiw2A9k62zeiN88N6Pb1VYqGglf1teuri/Vrd9QrEgzoO/talGaUZQAAAABZyibgviZpg5nVm1lEmUGjdk1ps0vSp7zp+yQ97zLXf9klaac3ynK9pA2SXp1pnZaxXpo4B/eDkt68vE3Exfr5iW5FggHdvrY6J68fi4b0gS21auoe1s9PdOWkBgAAAACLz5yDTDnnkmb2oKTnJAUlPeacO2RmX5DU4JzbJelRSd/0BpHqViawymv3tDIDUiUlfdY7MqsZ1hmQ9LiZlSrTjXm/pN+c303GXE52DmltTbEKI1f36O1kW1eWa39zr354qE3X1ZaqoiiSs1oAAAAALA7ZjKIs59wPJP1gyrw/njQ9KuljMyz7RUlfzHKdaUl3ZFMTroyhsaQ6B8e0bdXlXff2cpmZdmyt0//6t7f0z/ta9Ku3r1HmoD4AAAAATO/KDY+LRampe1iStLqqOMeVSBVFEb1v81K91T6o18/05rocAAAAAAscARcXON01rKCZVlQU5roUSdI71lZpVWWR/uXAWQ2OJXNdDgAAAIAFjICLC5zuHtLy8oIreu3bixEw00dvqlM8lda/HJg6eDcAAAAAnLcwUgwWhGQqrZaeEa2qLMp1KRdYUlqgd2+s0YHmPh0525/rcgAAAAAsUARcTGjtG1Uy7RbE+bdTveuaGi0tjeq7r7doNJHKdTkAAAAAFiACLiac7hqSJK2uWlhHcCUpFAhox4116h9N6mBLX67LAQAAALAAEXAx4XTXsCqLIyopCOe6lGmtripSZXFEbxBwAQAAAEyDgAtJknNOTd3DC+7828nMTDfUlel4x6CGGVEZAAAAwBQEXEiSuofiGhxLLsjuyZNdX1emtJMOMdgUAAAAgCkIuJAkne4eliStrlx4A0xNtrysQJXFEc7DBQAAAPA2BFxIypx/Gw0FtKQ0mutSZjW5m/IQ3ZQBAAAATELAhSSpqXtIqyqLFDDLdSlzGu+mfJhuygAAAAAmIeBCI/GU2vvHFvz5t+PopgwAAABgOgRcqKl7WE7S6qqFff7tOLopAwAAAJgOARc63T2kgEkrKgpzXUrWbqCbMgAAAIApCLhQU9ewlpUVKBoK5rqUrNV63ZTfoJsyAAAAAA8BN8+l0k5neoYX/OWBphrvpnyCbsoAAAAAPATcPHe2b0SJlFs0A0xNNtFNuZVuygAAAAAIuHnvdNewpMUzwNRktWUFqiqO6I1WuikDAAAAIODmvabuYZUVhlVWGM51KRfNzHQ93ZQBAAAAeAi4ecw5p9NdQ4uye/I4uikDAAAAGEfAzWMtvSPqH01qdeXiDbgT3ZQZTRkAAADIewTcPLbndI+kxXn+7biJ0ZQ7BzVIN2UAAAAgrxFw89ie0z2KBANaWlqQ61Iuy/V0UwYAAAAgAm5eazjVo5WVhQoGLNelXJbasgJVFkf05jkCLgAAAJDPCLh5aiSe0pvn+rWqcvF2Tx5nZlpXU6xTXUNKO5frcgAAAADkCAE3Tx0516+0k+rKF3f35HFrq2MaTaR1tnc016UAAAAAyBECbp4aP1+1trwwx5XMj/rqzJHoE52DOa4EAAAAQK4QcPPU4bP9Ki0IqbwwnOtS5kVpYVjVsYhOdAzluhQAAAAAOULAzVOHW/u1aXmpzBb3AFOT1VfHdKprSKk05+ECAAAA+YiAm4dSaac3z/VrU21ZrkuZV2trijWWTOts30iuSwEAAACQAwTcPHSyc1CjibQ2Ly/NdSnzavw83JOddFMGAAAA8hEBNw8d8gaY2uSzgFtaEFZ1LMp5uAAAAECeyirgmtk9ZnbUzBrN7KFpno+a2VPe87vNbM2k5x725h81s7vnWqeZfcubf9DMHjMzf4yCtIAcbu1XJBjQ+iWxXJcy79Z618PlPFwAAAAg/8wZcM0sKOlrku6VtEnSJ8xs05Rmn5bU45xbL+nPJX3JW3aTpJ2SNku6R9LXzSw4xzq/JelaSTdIKpT0mcvaQrzN4bP9umZZTOGg/w7gr63mPFwAAAAgX2WTcG6R1OicO+Gci0t6UtKOKW12SHrcm35G0i9bZnjeHZKedM6NOedOSmr01jfjOp1zP3AeSa9KWnF5m4jJnHOZEZRr/dU9edzE9XDppgwAAADknWwCbp2kM5MeN3vzpm3jnEtK6pNUNcuyc67T65r8SUn/mkWNyFJb/5i6huK+DbglBWHVxKI60TmY61IAAAAAXGXZBNzpLpQ69QTHmdpc7PzJvi7pRefcv09blNkDZtZgZg0dHR3TNcE0Dp/tkyRtWu6vSwRNljkPd5jzcAEAAIA8k03AbZa0ctLjFZJaZ2pjZiFJZZK6Z1l21nWa2X+TVCPpd2cqyjn3iHNuu3Nue01NTRabASkzwJQkXVdbkuNKrpz66mLFk2m19nIeLgAAAJBPsgm4r0naYGb1ZhZRZtCoXVPa7JL0KW/6PknPe+fQ7pK00xtluV7SBmXOq51xnWb2GUl3S/qEcy59eZuHqQ6f7dfqqiKVFPh3cGquhwsAAADkpzkDrndO7YOSnpN0RNLTzrlDZvYFM/uQ1+xRSVVm1qjMUdeHvGUPSXpa0mFlzqX9rHMuNdM6vXX9laSlkl4xs9fN7I/naVuhzDVw/Xr+7biSgrBqSjgPFwAAAMg3oWwaOed+IOkHU+b98aTpUUkfm2HZL0r6Yjbr9OZnVRMu3sBoQqe7hvWxm/0/MPXa6mLtO9OrVNopGJjulG8AAAAAfuO/C6FiRm+eG5AkbVru7yO4krS2JsZ5uAAAAECeIeDmkUMt3gjKtf4dQXncxPVwOQ8XAAAAyBsE3Dxy+Gy/KosjWloazXUpV1wsGtKSkqhOdHAeLgAAAJAvCLh55PDZfm1eXiqz/DgndW1NsU5zPVwAAAAgbxBw80Qildaxc4O+H0F5svrqmOKptFo4DxcAAADICwTcPNHYPqh4Kp0XA0yNm7geLt2UAQAAgLxAwM0Th1v7JUmb8yjgTpyHy0BTAAAAQF4g4OaJw2f7VRAOqL46lutSrqq1NTGd6hpSMp3OdSkAAAAArjACbp441NqnjctKFQzkxwBT49ZWFyuRcmrp4TxcAAAAwO8IuHnAOafDrf15NcDUuLXVxTJJxzkPFwAAAPA9Am4eaOkdUf9oMq/Ovx1XFA2ptqxAxzs4DxcAAADwOwJuHjjkDTCVTyMoT7auJqam7mGNJlK5LgUAAADAFUTAzQOHW/tlJl27rCTXpeTE2pqYUmmnhlM9uS4FAAAAwBVEwM0Dh8/2q766WEWRUK5LyYk1VUUKmPTy8c5clwIAAADgCiLg5oHDrf3avLws12XkTDQc1IqKIr18vCvXpQAAAAC4ggi4Ptc7HFdL70hejqA82bqaYh1o7lX/aCLXpQAAAAC4Qgi4Pnf4bH4PMDVuXU1MaSe9eqI716UAAAAAuEIIuD53sKVPkvLyEkGTrawsUjQUoJsyAAAA4GMEXJ/be7pXKysLVR2L5rqUnAoHA9q+poKBpgAAAAAfI+D6mHNOe5t6tG1VRa5LWRBuX1etN88NqGtwLNelAAAAALgCCLg+1to3qvaBMQKu57Z1VZKkn3MeLgAAAOBLBFwf23u6R5J006ryHFeyMGypK1MsGtJLdFMGAAAAfImA62P7mnoVDQV0XZ5fImhcKBjQrfWVeoWBpgAAAABfIuD62N6mHm1ZUaZwkD/zuNvWVelk55Bae0dyXQoAAACAeUby8amxZEqHW/s5/3aK29dVSxJHcQEAAAAfIuD61MGWfsVTad1EwL3AtctKVFEU5nq4AAAAgA8RcH1qX1NmgKltDDB1gUDAdNu6Kr18vFPOuVyXAwAAAGAeEXB9al9Tr+rKC7WktCDXpSw4t6+r1tm+UZ3qGs51KQAAAADmEQHXp/Y29XB5oBnc7l0P92UuFwQAAAD4CgHXh872jehs3ygDTM2gvrpYy0oLOA8XAAAA8BkCrg/ta+qVJI7gzsDMdPu6Kv38eJfSac7DBQAAAPyCgOtDe0/3KBIKaPPyslyXsmDdtq5KXUNxHW0byHUpAAAAAOYJAdeH9p3p1Q11ZYqE+PPO5I71mevhvnC0PceVAAAAAJgvWSUgM7vHzI6aWaOZPTTN81Eze8p7freZrZn03MPe/KNmdvdc6zSzB715zsyqL2/z8k88mdYbLX26aSXdk2ezvLxQ21aV67v7WrlcEAAAAOATcwZcMwtK+pqkeyVtkvQJM9s0pdmnJfU459ZL+nNJX/KW3SRpp6TNku6R9HUzC86xzpckvUfS6cvctrx0+Gy/4sm0tq1mgKm5fGTbCh1tG9Dhs/25LgUAAADAPMjmCO4tkhqdcyecc3FJT0raMaXNDkmPe9PPSPplMzNv/pPOuTHn3ElJjd76Zlync26fc+7UZW5X3tp7ukcSA0xl4wM31CocNH1nb0uuSwEAAAAwD7IJuHWSzkx63OzNm7aNcy4pqU9S1SzLZrNOXIJ9Z3pVW1ag2rLCXJey4FUUR/TujUv03f2tSqbSuS4HAAAAwGXKJuDaNPOmnrQ4U5uLnZ81M3vAzBrMrKGjo+NiFvW1vad7uP7tRfjITXXqGBjTS1wTFwAAAFj0sgm4zZJWTnq8QlLrTG3MLCSpTFL3LMtms85ZOececc5td85tr6mpuZhFfau9f1QtvSN0T74Id123RKUFIX1nb3OuSwEAAABwmbIJuK9J2mBm9WYWUWbQqF1T2uyS9Clv+j5Jz7vM0LS7JO30Rlmul7RB0qtZrhMXaW9TryTpJo7gZi0aCupXtizXc4faNDSWzHU5AAAAAC7DnAHXO6f2QUnPSToi6Wnn3CEz+4KZfchr9qikKjNrlPS7kh7ylj0k6WlJhyX9q6TPOudSM61Tkszsc2bWrMxR3QNm9tfzt7n+tq+pR+GgafPy0lyXsqh8dFudRhIpPXfoXK5LAQAAAHAZQtk0cs79QNIPpsz740nTo5I+NsOyX5T0xWzW6c3/iqSvZFMXLrSvqVebl5epIBzMdSmLyvbVFVpZWajv7GvRR7etyHU5AAAAAC5RNl2UsQgkUmkdaOnl/NtLYGb6yNY6vdTYqbb+0VyXAwAAAOASZXUEFwvfm2cHNJpIX9URlJ/Y3XTVXutK+8i2FfrK84367usteuBd63JdDgAAAIBLwBFcn9jb1CNJ2raaAaYuRX11sbauLNe397bkuhQAAAAAl4iA6xN7m3q0pCSq5WUFuS5l0frotjq9eW5AR87257oUAAAAAJeAgOsDyVRaLzV26pb6SplZrstZtD6wZblCAdN39nEUFwAAAFiMCLg+8MqJLnUOxvWBLbW5LmVRqyyO6M6NS/Td11uUSrtclwMAAADgIhFwfeB7+1sVi4Z058YluS5l0fvotjq19Y/p5eOduS4FAAAAwEUi4C5yY8mUnj14Tu/bvJTr386Du65dopKCkJ7Z05zrUgAAAABcJALuIvfisU4NjCb1wRuX57oUXygIB7XzF1bqu6+36sVjHbkuBwAAAMBFIOAuct/b36qKorDeub4616X4xv/1vo26ZmlMv/v0fnUOjuW6HAAAAABZIuAuYsPxpH50uE333lCrcJA/5XwpCAf11U9s08BoQr/3j/uVZsApAAAAYFEgFS1iPz7SrpFESh/cQvfk+bZxWYn+y69cp58c7dDfvHwq1+UAAAAAyEIo1wXg0n1vf6uWlkZ1S31lrkvxpf/9Hav14lud+tNnj+jW+kpdX1d20et4YnfTJb/+/beuuuRlAQAAgHzEEdxFqm8koZ8c7dCv3LBcwYDluhxfMjP92X/YoqriqD73D/s0NJbMdUkAAAAAZkHAXaR+eOic4qm0Pnhjba5L8bWK4oi+/PEbdbJrSP/9e4dyXQ4AAACAWRBwF6nvHTirlZWF2rqyPNel+N7t66r1W3eu09MNzfqXA625LgcAAADADAi4i1DX4JheauzUB7cslxndk6+G33lSr+4IAAAeEUlEQVTPNdq6slwP/9MbevzlUxqO010ZAAAAWGgIuIvQDw6eUyrt9KGtjJ58tYSDAf3F/Tdpw9KY/tuuQ7rtfzyv//ncm2rvH811aQAAAAA8jKK8CH3v9VZtWBLTxqUluS4lr6yoKNK3f+sO7TndrW+8eFJf/8lxfePFk9qxdbl+/V1rdY0P/h6M+gwAAIDFjIC7yJztG9Grp7r1u++9hu7JOXLz6krd/MlKneoc0mMvndTTDWf0j3uatbamWNcsKdGGpTFtWFqiDUtiSqTSCgfpKAEAAABcDQTcReb7B85Kkj54I92Tc21NdbG+sON6ff491+iphjPa19SjY+0D+tGRNqXSTpJkkmpKolq3JKYNNTHVVxcrGg7mtnAAAHKI3kLZudR/p3z6NwKmQ8BdZHbtb9UNdWWqry7OdSnwVBRH9Bu/tG7i8VgypZOdQzrWNqjv7G1Rc8+wGk5165XjXQqYtKqySOuXxLR+SYlWVBQqkIMj8YNjSb3c2Km2/lF1DyXUPTSm7uGEjrT2ayieVElBSBuWlGjj0hJVxSL0FgAAAMCiQMBdRPaf6dWB5j790fuvzXUpmEU0FNS1y0p17bJSDY5mRltOpNJq6h5WY/ugGtsH9eMj7fq3I+2qKArrplUV2raqQpXFkSta19BYUj9+s13fP9CqF452KJ5MTzxXWhBSZXFEqbRTWWFYnYNxff+Ns/r+G2dVWRzRNUtLtHFpTPXVMUVCdLkGAADAwkTAXSRG4il9/unXtay0QB/fTteTxSYcDGhdTUzramK6e3MmbB5rG9C+M7164c12Pf9mu9ZWF2vb6gpdv7zsskPkeLemeDKto20DeqO5V0fbBpRIOZUUhHSz9zrVsYiKIiEFA28/Qts9FNfRtgEdOzegPae79fMTXYqEArptbZXeub5axVHePgAAALCw8A11kfgfzx7RiY4hfeszt6qsKJzrcnCZiqMh3bSqQjetqlDvcFx7m3q1t6lHz+xp1vf2t+q62lJFQgHdsb5KtWWFF7Xutv5RvXqyW0fO9ut4x6CSaafiaEjbVlVoy4pyra4qyqpbdGVxRLetrdJta6uUSKV1qnNIe5p69OKxDr1yvEu3rSPoAgAAYGHhm+ki8JOj7fq7V07r/7ijXnesr851OZhn5UUR3XXtEr17Y41OdQ1rb1OP3jw3oN/7x/2SpHU1xXrn+mrdsb5aN6+ukJkpnkxrLJnSWDKtsURaw/Gkdp/s1o+PtGl/c58kqaIorFvqK3Vdbanqq4sv61zfcDCQGRl6aYnu2jiq54+2Z4Luia6JI7oAAODSOecY8wKYBwTcBa57KK7ff+aArlka0x/cszHX5eStyxnxMVtmpvrqYtVXFyvtnG5eXaGXGjv1s8ZOPd3QrMdfOT3H8tLWleX6/bs3aiyZ1tKS6BX5oFxSWqCdv7BK7944qhcmBd3OoTF95p1rVVMSnffXBADkH+echuIp9Q0nlEqnZWY62NKngJmCAVMwIBVGQqqJRRf8+BDJVFqnu4f1VtugWntH1DYwqvb+MbUPjKqtf0xt/aMaGkuqOBpSSTSkkoKwRhMpRcMBFYSDqisv1NrqmGrLC3IyOCUuxAjXCxsBdwFzzumPvv2GeofjevzXblEBl5fJGwEzXVdbqutqS/WZX1yrsWRK+5p6dbClT6GAKRoOKhoKKBIKKBrKTF9bW6IlJQWSrk4gXzol6H7jxRP625dO6eO/sFL/+ZfWqa784rpWAwDyUzKdVnP3iM70DKt7KK7e4YR6huPqGY4rkXIXtP3Lnx6fdh3VsYiWlBRoaWlUy8oKtKSkQCsqCrWiokgrKgpVW1ag0FW4Lv3AaEKnu4Z1qmtIje2Deqt9UI1tgzrZOaR46vzgjpFgQDUlUS0tjWp9TUx3rKtSSUFYg2NJDY4lNTCa0FvtgxoaS6l9YEwHvN5ZBeGA6qtjWltdrLU1xVpaSuAFpiLgLmDP7GnWvx46p4fuvVablpfmuhzkUDQU1DvWVukda6tyXcrbjAfd23ZW6S9/0qgndjfpid1N+shNdfqNO9dpXU0s1yUCABaQtHNq7R3RiY4hHe8Y1KmuoYkgWxAOqKIooupYVBuWxFReFFFFUVihYEBp5/SLG2qUSqeVSksp5zQ0llR7/5jO9Y+qvX9UbQOjeqOlX11DY3KTsnHApNqyQtVVFGpZaYFqSqKqjkVVHYuouiSqmlhUFcURhYOmcCCgoHcfCppCAcscSR5JqG84kbkfiatvJKG2/jGd6hrS6a5hne4aUudgfOI1zbs04IYlMb372iXeJQJjWl1ZpPKi8Jy9rCb/WN0/ktCJziGd6BjUic4hHTnbLylzFYSbVlXo5lUVqqYHFSCJgLtgneke1n//3mHdUl+pX//FtbkuB5hTfXWx/uy+G/Xb77lG33jxhP7h1SY9s7dZ771uqT60dbnuunaJiiK85QC4OJfTI4XugAvH0FhSz7/ZrmcPntXzb7ZrNJE5mrmkJKqbV1dqXU2x1lQVzzlwYcfA2Nvm1ZREM6fH1JVNzEum0+ofSWaOBA/F1TOcUO9wXG39o2psH9TgaPKCI6qXo7asQKurivSe65ZqdVWx1lQVaXVV5gjrt/e2TLSLJ9M63Nqvw639F/0apYVhbV1Zrq0ryyVJvcNxHe8Y0sGWPr14rEM/Pdah1ZVFunl1hT60dbliDACJPMbevwCl0k6ff+p1maQv/8cbp72EC7BQ1ZUX6k8+tFkP3rVej/7spP6xoVk/PNymwnBQd123RB/cUqs7Ny6hyz0A+NzAaEI/PtKuH7xxVj891qGxZFo1JVFdv7xM62piWltTrJKCK3NliFAgoMriSOYa8zXTtxlLpjQ4mpzoFjwcTymVdko7p3TaKeUy38k2Ly9VUSSo8qKwygrDKi3M3JcVhlUdi+bk86y8KKKbV0d08+oK9Y8ktO9Mr/ac7tG397Xo2YPndO/1y/Thm+p0+7qqq9I1G1hIzDk3d6sFbvv27a6hoSHXZcyLtv5RffH7R7Rrf6u+/B9v1Ee3rbiir3c1ztVEfks7p1OdQzrQ0qdDLX0aiqcUCQV07bIS1VcXa2VFkX77PRsUvsofwBwVmhv/RlgI2A8Xl87BMT1/pF0/PHxOLx7rVDyV1tLSqO69vlbvv6FWN6+u0FOvncl1mRflcvajq/k9yzmnM93D6htN6l/2t2pgLKnqWFQf2FKrD99UpxtXlF3RUZrzaeClqduadk59wwl1Do6pc3BMfSMJpdJOSe8Hk1RaSqXTWlFZpJpYVCsri7TKu62sLKSHW5bMbI9zbvtc7fjXXCAGx5J65KfH9Y1/P6lU2ulzd63XR26qy3VZwGULmGltTUxra2L64JblOtk5pDdaenW4tX9i0Iy//tkJXb+8TDeuLNeNK8u1cWkJb/hXSDKVVs9w5vyx0URa8VTmUlPxVFrxZFqJVFoBy1wa6q32AQUDppCZgsGAIsGAiqNBFYSDDGqCeeecU8fgmNr6MudTtnnnVL50vEsDowmNJdJyynyRdO78vSRvwL3xW1CRcEDRYEC9I3HFoiEVR0IqjoYy09Ggdz8+P8gRrst0snNIPzp8Tj881KY9TT1yLtOb55O3rdb7b1imm1ZWKEBvtCvOzLSqqlj337pK/+2Dm/TCm+367uutemJ3k/725VNaU1WkD22t050ba7SptvSKHXl2zimeTGs4nsrcEpmj4yPe41TaSTp/gK21d0SSFAyYSgoy/09j3n1JQWZE6criiCqKIjnv1ZhIpXWiY0j7z/SqrX9UHYNj6hgYU/dQXMn0+W0KBjLnbgcDpqA36ncgYBoYTeon/aMaiqcuWG91LKK1NTFtXVmuG1eUa+uqci0vK+CyUZcoq2+PZnaPpP8lKSjpr51zfzrl+aikv5N0s6QuSR93zp3ynntY0qclpSR9zjn33GzrNLN6SU9KqpS0V9InnXNx+VQyldbTDc368o+OqXNwTB/YUqs/uPtaraoqynVpwLwLBmxikI0Pb3XqGU7oTM+wYtGQ9p/p1d///LQe/dnJifZVxZHMKJiVRVpZUaTl5QUTX0xLxr+gel9azZT5pTTtLvjVNJFKayyZ1mji/HWDx5Ip7TndLclkJpkyXwzGpyPBgAojmSBXGAmqMBy86keYs+Gc03A8pe6heOY2HFf34JTp4fj554cyg6JcroBpIjAUR4MqjoZUXhieGAymvCgycbkLYKpEKq3TXcM63jGoxvZBHe8Y1PGOIZ1oH9TAWPKCtgGT9yU3rIJwQGamgEnm/d8NmMlJiidTGkmk1DuSOH+d8ERaPznWkVVN0VDgfOiNhhTz9uvxAFwcDamqOKIlpQVaWlqgZaWZ0XrLCuceKMhvnHNq7RvVntM92nu6Rz9r7FRj+6AkaVNtqT531wa9b/NSbaotzbt/m4WkIBzUvTfU6t4batU3ktBzB8/pn19v0Veff0tf+fFbCgVM19aWaMuKct24IvMD8/qa2Jw/9sSTaXUPxdU1NKauwbjaB8bU2juis30jajjVo76RxMT/w5lM3St+eqxDZuYF35mZSRVFEVUVR1QVi6gqFlV1cea+KhZRVXFm0LCqWFSVRRHFCkKXFIhHEymd6xvV2b7MD20tvSM61jago+cGdLxjcGJAtIBJlcVR1cQi2ri0RNWxqKpKMgOklURD0+7/99+6Ss5lvv80dQ/rTPewmrqH1dQ1rKNtA/rbl05NnBteHYtq68oy3biiXNfXlWnz8lItKS246O3JR3N2UTazoKRjkt4rqVnSa5I+4Zw7PKnNb0na4pz7DTPbKekjzrmPm9kmSf8g6RZJyyX9m6RrvMWmXaeZPS3p2865J83sryTtd8795Ww1LrYuyqm0U1P3sA409+qrzzeqsX1Qv7CmQn/0/ut006qKq1oLXZSxEIx3T0qk0jp6bkAnOod0pntYzT3Dau4Z0ZnuYbX0jrztchFXUyhgKooEFSsITXyQjQ9sUh2LqqIoorLCsMqLMudnlURDF3XEwjmnkURKQ2Mp9Y3E1T2UUPfQmLqGMgOkvHy8S8PxlIbGkpmbN52c4QvB5BBaFA1OfFEvGp8XDiocNAUnjRIaCgQUDJicMj8SjP9QkEo7JVNO8VSmvsEpNQyOJTPXqZzyeVJeFFZdeaFWVBSqrrxIdRWFE4+XlxeqvDCc86M66XTm3/3vf35aiVTmBxFJCno/eAQCpoAXqkKBzKW5pn5hWozd664055z6R5I62TWk4+2DauwY1HEvzJ7uGr5gv11WWqB1S4oz52RWF2t5eWEmRJYVqDoWveTurM45JVJOY8mUF3ozt3gyNTE95oXheCKtMa8Xw1jiwucnt58qFLDM//eCkEoLwiotCOmXNtZoaWnmMjXLyjJBeLH2RkmlndoHRtXUNaw3Wvq0t6lHe073qK0/M9BTQTigbasq9N5NS/We65ZqZWV2P87z3ePKmu09qWNgTHuberT/TK8ONPdpf3OvBkbP/7AUDWWuu1sYDqrAuwZvJBRQ/0hCXUPxC9pOVh2LKBoKZs5NLgqrrCCsokjmM6cokvmxePw+FJg+RKe9I7/nf5BOadR7PPnzZur9+IBl04mEAirwtqnA2yaTKe2clpYWZD7rvHOuB8eSOtc/qt7ht/8QXFdeqI3LSrRxWYmuXVaixvZB1ZREZ9yWmcz1eRFPpvXmuX7tP9Or18/06fUzPTreMTTxfHUsqs3LS71bmdYtKVZdeeEVO5d9oZnPLsq3SGp0zp3wVvykpB2SDk9qs0PSn3jTz0j6C8v8bLFD0pPOuTFJJ82s0VufplunmR2RdJek+702j3vrnTXgLmRdg2Pa29SrY20DeqttQMfaMh/w4x+U9dXF+v8+ebPet2kpv3Qi74WDAV1fV6brJ42EOS6Vduoeik/74TY0lunqEwxIwUDg/L2ZQkFTgXfd4PHui9FwQP/6xjlJmU5SbrzLozL38WRaI4nMEaHRRKZb1UgipWEv3HUOxnXk7IA6B8dmDZilhWEVhYMKTOqmFPDuzTQRaIfjSY0kUprt98ZIKKDiSOZIUklBWMvKCibC6vj88fuiSGjiaNfVknZOg6NJ9Q7H1TOS0OqqIrX0jKjFuxTIi8c6NZK4sEtWMGCqLM78Gl/t/QJfWRxRLBqa+JsVRoIqCGW+mISC5g384pR2mjhan/JC6kgi5XWDS06aTl0wPRzPfBkajme6zE0XWuYSCtikLrFBPbPnjPfvfv6o3/kfFTJ/l6IL/k4hFUYCmR8XxvcN7/b2x4HMEcur9Ld07vwPG4lUWsmUUyKduR/19teh+Pn/e8PxlPpHEmofGPO6FI+pbSBz1GPyl85QwLSmuljrl8R0z/XLtK4mdsUHGTIzRUKZv9V8SKTSGhhNqn8kof7RxAXT/aNJtfaO6M3RhF463vW2ZUuiIS3xrs+6tKRAVbGIYtGw1/0y83+6tCCzv0TDmdMBwsHAxPXOI6HAxGkBNukI9vheYWZeT5Tzj6XM+2YilZ74kWry3zJzrdXxAZYS3v/fhFp6R9TcM6Lmnrf/sLiiolC31ldp26py3by6UtfWlizI3i2YWU1JVHdvXqa7Ny+TlHkfPdU1pAPNfTrROZQJlYmURhPpic/AeCqtNVXFE+/Xld7R0qpYRDWxzH5dEA5e9g8XAbOJIHoxkun0xOfzxPeCeKb2MW9bRpOZx8PxzGetmTQcT2a6DlvmfWJFUaG2r6lQbVnmUlLLyrxbacHbeiRdqR9pIqGAtqwo15YV5frkbZl5A6MJHTk7oIMtfTrU2q9DrX16qbHzgu8fpQUh1VUUqa68UHXlBVpWVjjx/lIcOd/lOxYNKRwKeN9HdEH36XAg85nrB9kE3DpJk38+bZZ060xtnHNJM+uTVOXN//mUZcdPLJ1unVWSep1zyWnaL0o/a+zUbz/5uiRpeVmBNiwt0e3rqnTN0hJtWBrT9XVlfDgAWQgG7PylIOZBRXHkkpcd/wU2nXbqHUmoY2BMvcPxia5Z/SOZ6yT2Dic0HE95A0yc/5U4lXZykvfrtndUNRJUofdLd3nR+fONqmKZ+8mXmliIApY5klVaGNYqvf1X6vEuWZnQO6zW3tGJLm6dg5nubk1Nw+oeimsonpw17M+lcFLX8vEjBoXhoKpjERVGClUYzgTMokhoou2h1n5Fgjbxfpz2zvFMp93EdDLlnbOczBzpGz8qWBQJadC7Fud4+BuKp2btonexMl/CLpw39d9o6j/ZdD203t7mskuTlNmXM0cto7pxRbmWlka1pCRz6ZR1S2JaVVm06D/rwsFJo/LOwDmnD21drrb+TODP3CZPj2r3yW51D8Xf9oPPQlEdi2hFRZGuryvTPdfXZk4TqSjUplq6R/pRIHB+nIzFKhQIqLQwoNLCi/uxbLH0vikpCOuW+krdUl85MW80kdJbbZlrSLf0jqi1d0Qt3g9Tu090ve10j2xsWVGmXQ++cz5Lz5lsAu50PxtP/Uicqc1M86f7lJut/duLMntA0gPew0EzOzpdu4XktKRXcl3EedWSOnNdBBa0q7aP/G9X40Xm0WKr9wqZdf/g3yj/HLnwIZ8xi9RpSXuuzkuxj1whPnn/veL7Ry7+nRby3+a0JPs/c13FnFZn0yibgNssaeWkxysktc7QptnMQpLKJHXPsex08zsllZtZyDuKO91rSZKcc49IeiSL+jENM2vIpg878hf7CGbD/oHZsH9gLuwjmA37By5HNv2FXpO0wczqzSwiaaekXVPa7JL0KW/6PknPu0zfqF2SdppZ1BsdeYOkV2dap7fMC9465K3zu5e+eQAAAACAfDHnEVzvnNoHJT2nzCV9HnPOHTKzL0hqcM7tkvSopG96g0h1KxNY5bV7WpkBqZKSPuucS0nSdOv0XvIPJT1pZv+PpH3eugEAAAAAmNWclwmCP5nZA143b2Ba7COYDfsHZsP+gbmwj2A27B+4HARcAAAAAIAvLO4x+wEAAAAA8BBw85CZ3WNmR82s0cweynU9uHrM7JSZvWFmr5tZgzev0sx+ZGZvefcV3nwzs694+8kBM9s2aT2f8tq/ZWafmun1sLCZ2WNm1m5mByfNm7f9wcxu9va3Rm/Z6S4FhwVshn3kT8ysxXsfed3M3j/puYe9v/dRM7t70vxpP3e8wSZ3e/vOU97Ak1gkzGylmb1gZkfM7JCZ/bY3n/cRzLZ/8B6CK8s5xy2PbsoM6nVc0lpJEUn7JW3KdV3crtrf/5Sk6inz/kzSQ970Q5K+5E2/X9Kzylyf+h2SdnvzKyWd8O4rvOmKXG8bt0vaH94laZukg1dif1Bm1PzbvGWelXRvrreZ27zsI38i6femabvJ+0yJSqr3PmuCs33uSHpa0k5v+q8k/Waut5nbRe0ftZK2edMlko55+wHvI9xm2z94D+F2RW8cwc0/t0hqdM6dcM7FJT0paUeOa0Ju7ZD0uDf9uKQPT5r/dy7j58pco7pW0t2SfuSc63bO9Uj6kaR7rnbRuHzOuReVGfl+snnZH7znSp1zrzjnnKS/m7QuLBIz7CMz2SHpSefcmHPupKRGZT5zpv3c8Y7E3SXpGW/5yfsbFgHn3Fnn3F5vekDSEUl14n0EmnX/mAnvIZgXBNz8UyfpzKTHzZr9zQb+4iT90Mz2mNkD3rylzrmzUubDSNISb/5M+wr7kL/N1/5Q501PnQ9/eNDrYvrYePdTXfw+UiWp1zmXnDIfi5CZrZF0k6Td4n0EU0zZPyTeQ3AFEXDzz3TnrjCUdv64wzm3TdK9kj5rZu+ape1M+wr7UH662P2B/cS//lLSOklbJZ2V9P9689lH8pSZxST9k6Tfcc71z9Z0mnnsIz43zf7BewiuKAJu/mmWtHLS4xWSWnNUC64y51yrd98u6TvKdPtp87qBybtv95rPtK+wD/nbfO0Pzd701PlY5Jxzbc65lHMuLekbyryPSBe/j3Qq00U1NGU+FhEzCysTXr7lnPu2N5v3EUiafv/gPQRXGgE3/7wmaYM36lxE0k5Ju3JcE64CMys2s5LxaUnvk3RQmb//+IiVn5L0XW96l6T/5I16+Q5JfV5Xs+ckvc/MKrxuRe/z5sEf5mV/8J4bMLN3eOdJ/adJ68IiNh5cPB9R5n1EyuwjO80samb1kjYoM0DQtJ873jmVL0i6z1t+8v6GRcD7v/2opCPOuS9Peor3Ecy4f/AegistNHcT+IlzLmlmDyrzYRKU9Jhz7lCOy8LVsVTSd7wrLIQkPeGc+1cze03S02b2aUlNkj7mtf+BMiNeNkoalvRrkuSc6zaz/1uZDxxJ+oJzLttBaLCAmNk/SLpTUrXZ/9/eHYPYUQRgAP5/TKFYCAFB1CSCYmOTyiYI6cRCEEEkiI2IQVJLSBDSJBpLIYVdbNTTQhtBFDutbBTUBBtJvEOFYAyCGCFxLN4KR/CiRc53t34fPBhmmGUWhn3vfzO727Ukx5KczI2bD88neT3JLVk8/fSDTT4lbrAN5sj+tnuz2Ap4LsnBJBljfN32nSRnklxJcmiMcXU6zkbfO4eTrLQ9nuTzLH4Ms33sS/J0ki/bfjHVHY3rCAsbzY8DriFspi7+/AAAAIDtzRZlAAAAZkHABQAAYBYEXAAAAGZBwAUAAGAWBFwAAABmQcAFgG2g7UNtv1n2OABgK/OaIAAAAGbBCi4AbHFtdyx7DACwHQi4ALAkbc+1PdL2TNuf255ue3Pb/W3X2h5u+2OS03/Vreu7q+27bS+0/antqXVtz7Q9Ox3zw7Z7lnKCAPAfE3ABYLmeSvJwknuT3J/kxan+jiQ7k+xJ8tz6Dm1vSvJ+kvNJ7klyV5KVqe2xJEeTPJ7k9iSfJHlrk88BALYEARcAluvUGGN1jHExyYkkB6b6P5IcG2P8Psb47Zo+Dya5M8kLY4xfxxiXxxifTm0Hk7w8xjg7xriS5KUke63iAvB/IOACwHKtriufzyK4JsmFMcblDfrsSnJ+CrDX2pPk1baX2l5KcjFJs1jlBYBZ89AKAFiuXevKu5N8P5Wv95qD1SS72+74m5C7muTEGOONGzhGANgWrOACwHIdant3251Z3Dv79r/o81mSH5KcbHvr9GCqfVPba0mOtH0gSdre1vaJTRk5AGwxAi4ALNebST5K8u30Of5PHcYYV5M8muS+JN8lWUvy5NT2XpJXkqy0/SXJV0ke2ZSRA8AW0zGutwMKANgsbc8leXaM8fGyxwIAc2AFFwAAgFkQcAEAAJgFW5QBAACYBSu4AAAAzIKACwAAwCwIuAAAAMyCgAsAAMAsCLgAAADMgoALAADALPwJaDqYp7LVM8EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#文件调用api数量分布直方图\n",
    "ulimit_start = numpy.percentile(every_file.values,1)\n",
    "ulimit_end = numpy.percentile(every_file.values,99)\n",
    "every_file.loc[[every_file.iloc[i]<ulimit_start for i in range(len(every_file))]]=ulimit_start\n",
    "every_file.loc[[every_file.iloc[i]>ulimit_end for i in range(len(every_file))]]=ulimit_end\n",
    "plt.figure(figsize=(16,5))\n",
    "sns.distplot(every_file.values,bins=50,kde=True)\n",
    "plt.xlabel('price',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "file_id\n",
       "5778      26979.46\n",
       "28987     26979.46\n",
       "85320     26979.46\n",
       "25384     26687.00\n",
       "49922     25499.00\n",
       "77152     24996.00\n",
       "6441      24597.00\n",
       "12271     24464.00\n",
       "47180     22873.00\n",
       "78463     22856.00\n",
       "94971     22846.00\n",
       "76048     22845.00\n",
       "79833     22824.00\n",
       "52001     22818.00\n",
       "86897     22333.00\n",
       "80600     22174.00\n",
       "73965     22169.00\n",
       "110238    22116.00\n",
       "90649     21558.00\n",
       "105874    21461.00\n",
       "75701     21265.00\n",
       "42056     20939.00\n",
       "110372    20845.00\n",
       "15746     20685.00\n",
       "110034    20425.00\n",
       "6575      20424.00\n",
       "111789    20424.00\n",
       "14933     20004.00\n",
       "96942     20004.00\n",
       "47160     20004.00\n",
       "            ...   \n",
       "95729      1656.00\n",
       "106618     1503.00\n",
       "109230     1490.00\n",
       "111380     1490.00\n",
       "93730      1465.00\n",
       "100212     1465.00\n",
       "504        1452.00\n",
       "55195      1444.00\n",
       "17892      1442.00\n",
       "111790     1442.00\n",
       "87113      1442.00\n",
       "43096      1441.00\n",
       "52261      1438.00\n",
       "93353      1429.00\n",
       "107027     1428.00\n",
       "8866       1425.00\n",
       "28899      1423.00\n",
       "115144     1423.00\n",
       "47324      1423.00\n",
       "1044       1422.00\n",
       "15457      1421.00\n",
       "94692      1421.00\n",
       "29895      1421.00\n",
       "28365      1421.00\n",
       "33261      1420.00\n",
       "19595      1420.00\n",
       "83551      1417.00\n",
       "86533      1413.00\n",
       "113208     1409.00\n",
       "49235      1405.00\n",
       "Name: api, Length: 150, dtype: float64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "every_file[0:150]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#第一个文件散点图\n",
    "file_1=data_df1[data_df1['file_id']==503]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,9))\n",
    "plt.scatter((file_1['api'].values),file_1['index'])\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-54-2c4e069da464>, line 4)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-54-2c4e069da464>\"\u001b[0;36m, line \u001b[0;32m4\u001b[0m\n\u001b[0;31m    plt.scatter((file_2['api'].values),file_2['index']))\u001b[0m\n\u001b[0m                                                       ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "#第50%个文件散点图\n",
    "file_2=data_df1[data_df1['file_id']==49235]\n",
    "plt.figure(figsize=(16,9))\n",
    "plt.scatter((file_2['api'].values),file_2['index']))\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#第50%个文件散点图\n",
    "file_4=data_df1[data_df1['file_id']==113208]\n",
    "plt.figure(figsize=(16,9))\n",
    "\n",
    "plt.scatter((file_4['api'].values),file_4['index'])\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#第99%个文件散点图\n",
    "file_3=data_df1[data_df1['file_id']==5778]\n",
    "plt.figure(figsize=(16,9))\n",
    "plt.scatter((file_3['api'].values),file_3['index'])\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "data =np.array(data_df1[data_df1['file_id']==5778][['index','tid','return_value']])\n",
    "x, y, z = data[:,0], data[:,1], data[:,2] \n",
    "\n",
    "ax = plt.subplot(111, projection='3d') # 创建一个三维的绘图工程 #  将数据点分成三部分画，在颜色上有区分度 \n",
    "ax.scatter(x, y, z, c='y') # 绘制数据点 \n",
    "#ax.scatter(x[10:20], y[10:20], z[10:20], c='r') \n",
    "#ax.scatter(x[30:40], y[30:40], z[30:40], c='g') \n",
    "ax.set_zlabel('Z') # 坐标轴 \n",
    "ax.set_ylabel('Y') \n",
    "ax.set_xlabel('X') \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "data =np.array(data_df1[data_df1['file_id']==49235][['index','tid','return_value']])\n",
    "x, y, z = data[:,0], data[:,1], data[:,2] \n",
    "\n",
    "ax = plt.subplot(111, projection='3d') # 创建一个三维的绘图工程 #  将数据点分成三部分画，在颜色上有区分度 \n",
    "ax.scatter(x, y, z, c='y') # 绘制数据点 \n",
    "#ax.scatter(x[10:20], y[10:20], z[10:20], c='r') \n",
    "#ax.scatter(x[30:40], y[30:40], z[30:40], c='g') \n",
    "ax.set_zlabel('Z') # 坐标轴 \n",
    "ax.set_ylabel('Y') \n",
    "ax.set_xlabel('X') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "data =np.array(data_df1[data_df1['file_id']==503][['index','tid','return_value']])\n",
    "x, y, z = data[:,0], data[:,1], data[:,2] \n",
    "\n",
    "ax = plt.subplot(111, projection='3d') # 创建一个三维的绘图工程 #  将数据点分成三部分画，在颜色上有区分度 \n",
    "ax.scatter(x, y, z, c='y') # 绘制数据点 \n",
    "#ax.scatter(x[10:20], y[10:20], z[10:20], c='r') \n",
    "#ax.scatter(x[30:40], y[30:40], z[30:40], c='g') \n",
    "ax.set_zlabel('Z') # 坐标轴 \n",
    "ax.set_ylabel('Y') \n",
    "ax.set_xlabel('X') \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
